{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "29baffee",
   "metadata": {},
   "source": [
    "### Time Series分析\n",
    "1. 将时间戳聚合到日期时间间隔内，并统计每个间隔内的日期数量\n",
    "    * 改变时间间隔再次统计\n",
    "    * 按照type分组，对每组进行上述统计"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "06934977",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from pandas import Timestamp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "b7cdbcbe",
   "metadata": {},
   "outputs": [],
   "source": [
    "data = [[Timestamp('2016-10-26 18:47:53'), 'mention'],\n",
    "\n",
    "[Timestamp('2016-10-26 20:28:35'), 'retweet'],\n",
    "\n",
    "[Timestamp('2016-10-26 20:57:38'), 'tweet'],\n",
    "\n",
    "[Timestamp('2016-10-26 21:36:37'), 'mention'],\n",
    "\n",
    "[Timestamp('2016-10-26 22:49:08'), 'tweet'],\n",
    "\n",
    "[Timestamp('2016-10-27 00:10:19'), 'tweet'],\n",
    "\n",
    "[Timestamp('2016-10-27 01:14:46'), 'tweet'],\n",
    "\n",
    "[Timestamp('2016-10-27 01:45:03'), 'retweet'],\n",
    "\n",
    "[Timestamp('2016-10-27 02:33:03'), 'tweet'],\n",
    "\n",
    "[Timestamp('2016-10-27 05:55:52'), 'retweet'],\n",
    "\n",
    "[Timestamp('2016-10-27 14:26:57'), 'mention'],\n",
    "\n",
    "[Timestamp('2016-10-27 17:46:42'), 'tweet'],\n",
    "\n",
    "[Timestamp('2016-10-27 17:53:33'), 'retweet'],\n",
    "\n",
    "[Timestamp('2016-10-27 18:53:38'), 'tweet'],\n",
    "\n",
    "[Timestamp('2016-10-27 21:02:00'), 'retweet'],\n",
    "\n",
    "[Timestamp('2016-10-27 21:23:50'), 'retweet'],\n",
    "\n",
    "[Timestamp('2016-10-27 22:21:01'), 'retweet'],\n",
    "\n",
    "[Timestamp('2016-10-28 05:30:02'), 'retweet'],\n",
    "\n",
    "[Timestamp('2016-10-28 13:11:01'), 'retweet'],\n",
    "\n",
    "[Timestamp('2016-10-28 16:55:13'), 'retweet'],\n",
    "\n",
    "[Timestamp('2016-10-28 18:25:02'), 'retweet'],\n",
    "\n",
    "[Timestamp('2016-10-28 18:54:44'), 'retweet'],\n",
    "\n",
    "[Timestamp('2016-10-28 19:22:14'), 'tweet'],\n",
    "\n",
    "[Timestamp('2016-10-28 19:23:20'), 'tweet'],\n",
    "\n",
    "[Timestamp('2016-10-28 22:33:03'), 'tweet']]\n",
    "\n",
    "df = pd.DataFrame(data, columns=['datetime', 'type'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "2190f260",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='datetime,datetime,datetime'>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# df['type'].groupby([df.datetime.dt.month, df.datetime.dt.day]).count().plot(kind=\"line\")\n",
    "df['type'].groupby([df.datetime.dt.month, df.datetime.dt.day,df.datetime.dt.hour]).count().plot(kind=\"line\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "cff08746",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='datetime'>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.resample('H', on='datetime').type.count().plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "73e4ca9b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='datetime'>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.set_index('datetime').groupby('type') \\\n",
    "    .resample('H').size().unstack(0, fill_value=0) \\\n",
    "    .plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5f6beba8",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
